Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 24 |
|---|---|
| Categorical | 1 |
water_supply is highly overall correlated with Total_Population and 16 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Households is highly overall correlated with water_supply and 16 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 16 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 16 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 16 other fields | High correlation |
Business_above_100 is highly overall correlated with water_supply and 14 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 15 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with water_supply and 16 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with benefits_vs_personal_expense | High correlation |
personal_expense is highly overall correlated with water_supply and 15 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with water_supply and 15 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 16 other fields | High correlation |
Average_Temp is highly overall correlated with water_supply and 4 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Wind is highly overall correlated with water_supply and 14 other fields | High correlation |
Average_Pressure is highly overall correlated with Average_Temp and 3 other fields | High correlation |
complex_area is highly overall correlated with Households and 6 other fields | High correlation |
complex_area is highly imbalanced (78.2%) | Imbalance |
water_supply has unique values | Unique |
Total_Population has unique values | Unique |
Households has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Population has unique values | Unique |
Female_Population has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
Num_of_Business has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Monthly_Rainfall has 2 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-29 04:55:54.885881 |
|---|---|
| Analysis finished | 2023-08-29 04:56:36.542858 |
| Duration | 41.66 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 315919.89 |
| Minimum | 269321.2 |
|---|---|
| Maximum | 374070.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 269321.2 |
|---|---|
| 5-th percentile | 282588.11 |
| Q1 | 299132.35 |
| median | 315432.08 |
| Q3 | 331146.34 |
| 95-th percentile | 353182.2 |
| Maximum | 374070.52 |
| Range | 104749.32 |
| Interquartile range (IQR) | 32013.993 |
Descriptive statistics
| Standard deviation | 22030.686 |
|---|---|
| Coefficient of variation (CV) | 0.06973504 |
| Kurtosis | -0.32479523 |
| Mean | 315919.89 |
| Median Absolute Deviation (MAD) | 15903.083 |
| Skewness | 0.2167867 |
| Sum | 45492464 |
| Variance | 4.8535113 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 282265.7097 | 1 | 0.7% |
| 273685.8929 | 1 | 0.7% |
| 324328.6 | 1 | 0.7% |
| 316179.1613 | 1 | 0.7% |
| 314943.7333 | 1 | 0.7% |
| 315225.6774 | 1 | 0.7% |
| 322769.4516 | 1 | 0.7% |
| 331187.4643 | 1 | 0.7% |
| 324607.7742 | 1 | 0.7% |
| 321636.1 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 269321.2 | 1 | |
| 269918.1935 | 1 | |
| 273685.8929 | 1 | |
| 274462.7 | 1 | |
| 280318.9355 | 1 | |
| 280385.6129 | 1 | |
| 282265.7097 | 1 | |
| 282349.0645 | 1 | |
| 283942.7 | 1 | |
| 284436.2069 | 1 |
| Value | Count | Frequency (%) |
| 374070.5161 | 1 | |
| 369244.0323 | 1 | |
| 367224.0645 | 1 | |
| 366982.4839 | 1 | |
| 360200.6452 | 1 | |
| 355320.0667 | 1 | |
| 354382.4516 | 1 | |
| 353659.8387 | 1 | |
| 350475.6 | 1 | |
| 350293.4839 | 1 |
Total_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1015428.6 |
| Minimum | 939497 |
|---|---|
| Maximum | 1082420 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 939497 |
|---|---|
| 5-th percentile | 941757.85 |
| Q1 | 971155.75 |
| median | 1027891.5 |
| Q3 | 1043967.8 |
| 95-th percentile | 1080633.6 |
| Maximum | 1082420 |
| Range | 142923 |
| Interquartile range (IQR) | 72812 |
Descriptive statistics
| Standard deviation | 44957.076 |
|---|---|
| Coefficient of variation (CV) | 0.044273992 |
| Kurtosis | -1.2611641 |
| Mean | 1015428.6 |
| Median Absolute Deviation (MAD) | 37890 |
| Skewness | -0.17250346 |
| Sum | 1.4622171 × 108 |
| Variance | 2.0211387 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 939497 | 1 | 0.7% |
| 940639 | 1 | 0.7% |
| 1041399 | 1 | 0.7% |
| 1041706 | 1 | 0.7% |
| 1042065 | 1 | 0.7% |
| 1041983 | 1 | 0.7% |
| 1041597 | 1 | 0.7% |
| 1041430 | 1 | 0.7% |
| 1041450 | 1 | 0.7% |
| 1041751 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 939497 | 1 | |
| 939815 | 1 | |
| 940340 | 1 | |
| 940639 | 1 | |
| 940982 | 1 | |
| 941569 | 1 | |
| 941724 | 1 | |
| 941737 | 1 | |
| 941876 | 1 | |
| 947127 | 1 |
| Value | Count | Frequency (%) |
| 1082420 | 1 | |
| 1081175 | 1 | |
| 1081045 | 1 | |
| 1080896 | 1 | |
| 1080845 | 1 | |
| 1080787 | 1 | |
| 1080736 | 1 | |
| 1080656 | 1 | |
| 1080507 | 1 | |
| 1080240 | 1 |
Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 396092.57 |
| Minimum | 353741 |
|---|---|
| Maximum | 456852 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 353741 |
|---|---|
| 5-th percentile | 354243.9 |
| Q1 | 365907.5 |
| median | 393271.5 |
| Q3 | 417726.5 |
| 95-th percentile | 452398.3 |
| Maximum | 456852 |
| Range | 103111 |
| Interquartile range (IQR) | 51819 |
Descriptive statistics
| Standard deviation | 31395.966 |
|---|---|
| Coefficient of variation (CV) | 0.079264212 |
| Kurtosis | -1.022373 |
| Mean | 396092.57 |
| Median Absolute Deviation (MAD) | 26350 |
| Skewness | 0.42283805 |
| Sum | 57037330 |
| Variance | 9.8570665 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 353741 | 1 | 0.7% |
| 354266 | 1 | 0.7% |
| 407272 | 1 | 0.7% |
| 407871 | 1 | 0.7% |
| 408405 | 1 | 0.7% |
| 408816 | 1 | 0.7% |
| 409202 | 1 | 0.7% |
| 409713 | 1 | 0.7% |
| 410427 | 1 | 0.7% |
| 411178 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 353741 | 1 | |
| 353878 | 1 | |
| 353953 | 1 | |
| 354003 | 1 | |
| 354157 | 1 | |
| 354182 | 1 | |
| 354192 | 1 | |
| 354240 | 1 | |
| 354266 | 1 | |
| 359412 | 1 |
| Value | Count | Frequency (%) |
| 456852 | 1 | |
| 456376 | 1 | |
| 455845 | 1 | |
| 455501 | 1 | |
| 454793 | 1 | |
| 454081 | 1 | |
| 453155 | 1 | |
| 452512 | 1 | |
| 451754 | 1 | |
| 451353 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5706455 |
| Minimum | 2.3625879 |
|---|---|
| Maximum | 2.659058 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.3625879 |
|---|---|
| 5-th percentile | 2.3887543 |
| Q1 | 2.4995812 |
| median | 2.6136945 |
| Q3 | 2.6468063 |
| 95-th percentile | 2.6556947 |
| Maximum | 2.659058 |
| Range | 0.2964701 |
| Interquartile range (IQR) | 0.14722508 |
Descriptive statistics
| Standard deviation | 0.091987077 |
|---|---|
| Coefficient of variation (CV) | 0.035783649 |
| Kurtosis | -0.6483381 |
| Mean | 2.5706455 |
| Median Absolute Deviation (MAD) | 0.040528371 |
| Skewness | -0.86526797 |
| Sum | 370.17295 |
| Variance | 0.0084616224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.655889478 | 1 | 0.7% |
| 2.655177183 | 1 | 0.7% |
| 2.557011039 | 1 | 0.7% |
| 2.554008498 | 1 | 0.7% |
| 2.551548096 | 1 | 0.7% |
| 2.548782337 | 1 | 0.7% |
| 2.545434773 | 1 | 0.7% |
| 2.541852467 | 1 | 0.7% |
| 2.537479259 | 1 | 0.7% |
| 2.533576699 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.362587884 | 1 | |
| 2.365860606 | 1 | |
| 2.369752877 | 1 | |
| 2.372743419 | 1 | |
| 2.376676862 | 1 | |
| 2.380731632 | 1 | |
| 2.384409308 | 1 | |
| 2.388126724 | 1 | |
| 2.392310859 | 1 | |
| 2.3956544 | 1 |
| Value | Count | Frequency (%) |
| 2.659057988 | 1 | |
| 2.658864047 | 1 | |
| 2.658831933 | 1 | |
| 2.65843267 | 1 | |
| 2.658118717 | 1 | |
| 2.656680407 | 1 | |
| 2.655889478 | 1 | |
| 2.655759895 | 1 | |
| 2.655325203 | 1 | |
| 2.65532191 | 1 |
Male_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499365.48 |
| Minimum | 463878 |
|---|---|
| Maximum | 529886 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 463878 |
|---|---|
| 5-th percentile | 465160.6 |
| Q1 | 478905.25 |
| median | 505660 |
| Q3 | 512169.75 |
| 95-th percentile | 528922.05 |
| Maximum | 529886 |
| Range | 66008 |
| Interquartile range (IQR) | 33264.5 |
Descriptive statistics
| Standard deviation | 20630.833 |
|---|---|
| Coefficient of variation (CV) | 0.041314096 |
| Kurtosis | -1.2565235 |
| Mean | 499365.48 |
| Median Absolute Deviation (MAD) | 17379.5 |
| Skewness | -0.19523728 |
| Sum | 71908629 |
| Variance | 4.2563128 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 463878 | 1 | 0.7% |
| 464518 | 1 | 0.7% |
| 511328 | 1 | 0.7% |
| 511397 | 1 | 0.7% |
| 511644 | 1 | 0.7% |
| 511564 | 1 | 0.7% |
| 511344 | 1 | 0.7% |
| 511236 | 1 | 0.7% |
| 511114 | 1 | 0.7% |
| 511210 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 463878 | 1 | |
| 464135 | 1 | |
| 464468 | 1 | |
| 464518 | 1 | |
| 464740 | 1 | |
| 465001 | 1 | |
| 465110 | 1 | |
| 465148 | 1 | |
| 465232 | 1 | |
| 468171 | 1 |
| Value | Count | Frequency (%) |
| 529886 | 1 | |
| 529378 | 1 | |
| 529227 | 1 | |
| 529135 | 1 | |
| 529062 | 1 | |
| 529030 | 1 | |
| 528972 | 1 | |
| 528924 | 1 | |
| 528911 | 1 | |
| 528683 | 1 |
Female_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 516063.08 |
| Minimum | 475619 |
|---|---|
| Maximum | 552534 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 475619 |
|---|---|
| 5-th percentile | 476618.5 |
| Q1 | 492250.5 |
| median | 522231.5 |
| Q3 | 531744 |
| 95-th percentile | 551612.75 |
| Maximum | 552534 |
| Range | 76915 |
| Interquartile range (IQR) | 39493.5 |
Descriptive statistics
| Standard deviation | 24330.202 |
|---|---|
| Coefficient of variation (CV) | 0.047145791 |
| Kurtosis | -1.2643188 |
| Mean | 516063.08 |
| Median Absolute Deviation (MAD) | 20769.5 |
| Skewness | -0.15311696 |
| Sum | 74313083 |
| Variance | 5.9195873 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 475619 | 1 | 0.7% |
| 476121 | 1 | 0.7% |
| 530071 | 1 | 0.7% |
| 530309 | 1 | 0.7% |
| 530421 | 1 | 0.7% |
| 530419 | 1 | 0.7% |
| 530253 | 1 | 0.7% |
| 530194 | 1 | 0.7% |
| 530336 | 1 | 0.7% |
| 530541 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 475619 | 1 | |
| 475680 | 1 | |
| 475872 | 1 | |
| 476121 | 1 | |
| 476242 | 1 | |
| 476568 | 1 | |
| 476589 | 1 | |
| 476614 | 1 | |
| 476644 | 1 | |
| 478956 | 1 |
| Value | Count | Frequency (%) |
| 552534 | 1 | |
| 551924 | 1 | |
| 551910 | 1 | |
| 551876 | 1 | |
| 551797 | 1 | |
| 551674 | 1 | |
| 551626 | 1 | |
| 551618 | 1 | |
| 551583 | 1 | |
| 551557 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.96791081 |
| Minimum | 0.95797801 |
|---|---|
| Maximum | 0.97748227 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.95797801 |
|---|---|
| 5-th percentile | 0.95901087 |
| Q1 | 0.96305575 |
| median | 0.96815428 |
| Q3 | 0.97292882 |
| 95-th percentile | 0.97618669 |
| Maximum | 0.97748227 |
| Range | 0.019504264 |
| Interquartile range (IQR) | 0.009873063 |
Descriptive statistics
| Standard deviation | 0.0057706381 |
|---|---|
| Coefficient of variation (CV) | 0.0059619524 |
| Kurtosis | -1.2557715 |
| Mean | 0.96791081 |
| Median Absolute Deviation (MAD) | 0.0050090084 |
| Skewness | -0.035427414 |
| Sum | 139.37916 |
| Variance | 3.3300265 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9753142747 | 1 | 0.7% |
| 0.9756301444 | 1 | 0.7% |
| 0.9646405859 | 1 | 0.7% |
| 0.9643377729 | 1 | 0.7% |
| 0.9645998179 | 1 | 0.7% |
| 0.9644526308 | 1 | 0.7% |
| 0.9643396643 | 1 | 0.7% |
| 0.964243277 | 1 | 0.7% |
| 0.9637550534 | 1 | 0.7% |
| 0.9635636077 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.9579780103 | 1 | |
| 0.9583873914 | 1 | |
| 0.9583880493 | 1 | |
| 0.9584145643 | 1 | |
| 0.9585283117 | 1 | |
| 0.9587342139 | 1 | |
| 0.9589200537 | 1 | |
| 0.9590106672 | 1 | |
| 0.9590120252 | 1 | |
| 0.9590374638 | 1 |
| Value | Count | Frequency (%) |
| 0.9774822739 | 1 | |
| 0.9771368566 | 1 | |
| 0.977116371 | 1 | |
| 0.9770161692 | 1 | |
| 0.9769988457 | 1 | |
| 0.9769062873 | 1 | |
| 0.9764022298 | 1 | |
| 0.9762094691 | 1 | |
| 0.9760576027 | 1 | |
| 0.9760355726 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 38.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10972222 |
| Minimum | 0.088 |
|---|---|
| Maximum | 0.143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.088 |
|---|---|
| 5-th percentile | 0.089 |
| Q1 | 0.097 |
| median | 0.107 |
| Q3 | 0.12125 |
| 95-th percentile | 0.138 |
| Maximum | 0.143 |
| Range | 0.055 |
| Interquartile range (IQR) | 0.02425 |
Descriptive statistics
| Standard deviation | 0.015523699 |
|---|---|
| Coefficient of variation (CV) | 0.14148182 |
| Kurtosis | -0.85092861 |
| Mean | 0.10972222 |
| Median Absolute Deviation (MAD) | 0.012 |
| Skewness | 0.46486887 |
| Sum | 15.8 |
| Variance | 0.00024098524 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.09 | 7 | 4.9% |
| 0.089 | 5 | 3.5% |
| 0.109 | 5 | 3.5% |
| 0.1 | 5 | 3.5% |
| 0.107 | 5 | 3.5% |
| 0.088 | 4 | 2.8% |
| 0.092 | 4 | 2.8% |
| 0.096 | 4 | 2.8% |
| 0.099 | 4 | 2.8% |
| 0.108 | 4 | 2.8% |
| Other values (46) | 97 |
| Value | Count | Frequency (%) |
| 0.088 | 4 | |
| 0.089 | 5 | |
| 0.09 | 7 | |
| 0.091 | 3 | |
| 0.092 | 4 | |
| 0.093 | 2 | 1.4% |
| 0.094 | 3 | |
| 0.095 | 3 | |
| 0.096 | 4 | |
| 0.097 | 3 |
| Value | Count | Frequency (%) |
| 0.143 | 1 | |
| 0.142 | 2 | |
| 0.141 | 1 | |
| 0.14 | 1 | |
| 0.139 | 2 | |
| 0.138 | 2 | |
| 0.137 | 2 | |
| 0.136 | 1 | |
| 0.135 | 2 | |
| 0.134 | 1 |
Power_usage
Real number (ℝ)
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7685196 × 108 |
| Minimum | 3.04589 × 108 |
|---|---|
| Maximum | 4.8786754 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 3.04589 × 108 |
|---|---|
| 5-th percentile | 3.1534848 × 108 |
| Q1 | 3.4053225 × 108 |
| median | 3.6446368 × 108 |
| Q3 | 4.0957901 × 108 |
| 95-th percentile | 4.6431077 × 108 |
| Maximum | 4.8786754 × 108 |
| Range | 1.8327854 × 108 |
| Interquartile range (IQR) | 69046760 |
Descriptive statistics
| Standard deviation | 47864036 |
|---|---|
| Coefficient of variation (CV) | 0.12701018 |
| Kurtosis | -0.6459408 |
| Mean | 3.7685196 × 108 |
| Median Absolute Deviation (MAD) | 30944106 |
| Skewness | 0.60766605 |
| Sum | 5.4266682 × 1010 |
| Variance | 2.2909659 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 434436000 | 1 | 0.7% |
| 418156000 | 1 | 0.7% |
| 364968366 | 1 | 0.7% |
| 314097171 | 1 | 0.7% |
| 346236538 | 1 | 0.7% |
| 437785971 | 1 | 0.7% |
| 480671813 | 1 | 0.7% |
| 483770076 | 1 | 0.7% |
| 380422330 | 1 | 0.7% |
| 355776413 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 304589000 | 1 | |
| 308346000 | 1 | |
| 309187000 | 1 | |
| 312903000 | 1 | |
| 313793000 | 1 | |
| 314097171 | 1 | |
| 314337588 | 1 | |
| 315139000 | 1 | |
| 316535542 | 1 | |
| 317743108 | 1 |
| Value | Count | Frequency (%) |
| 487867544 | 1 | |
| 487454492 | 1 | |
| 485633424 | 1 | |
| 483770076 | 1 | |
| 480671813 | 1 | |
| 465217457 | 1 | |
| 465118786 | 1 | |
| 464438843 | 1 | |
| 463585000 | 1 | |
| 460456000 | 1 |
Num_of_Business
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33810.382 |
| Minimum | 20326 |
|---|---|
| Maximum | 48157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 20326 |
|---|---|
| 5-th percentile | 22028.75 |
| Q1 | 26963.75 |
| median | 35171 |
| Q3 | 40387.75 |
| 95-th percentile | 45790.25 |
| Maximum | 48157 |
| Range | 27831 |
| Interquartile range (IQR) | 13424 |
Descriptive statistics
| Standard deviation | 7638.1142 |
|---|---|
| Coefficient of variation (CV) | 0.22591032 |
| Kurtosis | -1.1777393 |
| Mean | 33810.382 |
| Median Absolute Deviation (MAD) | 6295.5 |
| Skewness | -0.060329277 |
| Sum | 4868695 |
| Variance | 58340788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20326 | 1 | 0.7% |
| 20685 | 1 | 0.7% |
| 37695 | 1 | 0.7% |
| 35903 | 1 | 0.7% |
| 36169 | 1 | 0.7% |
| 37316 | 1 | 0.7% |
| 36557 | 1 | 0.7% |
| 36940 | 1 | 0.7% |
| 37644 | 1 | 0.7% |
| 38742 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 20326 | 1 | |
| 20685 | 1 | |
| 20809 | 1 | |
| 21515 | 1 | |
| 21739 | 1 | |
| 21857 | 1 | |
| 21886 | 1 | |
| 22004 | 1 | |
| 22169 | 1 | |
| 22449 | 1 |
| Value | Count | Frequency (%) |
| 48157 | 1 | |
| 47172 | 1 | |
| 46416 | 1 | |
| 46323 | 1 | |
| 46218 | 1 | |
| 46076 | 1 | |
| 45904 | 1 | |
| 45839 | 1 | |
| 45514 | 1 | |
| 45178 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 62 |
|---|---|
| Distinct (%) | 43.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.625 |
| Minimum | 131 |
|---|---|
| Maximum | 217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 131 |
|---|---|
| 5-th percentile | 148 |
| Q1 | 158 |
| median | 174 |
| Q3 | 191.25 |
| 95-th percentile | 202.7 |
| Maximum | 217 |
| Range | 86 |
| Interquartile range (IQR) | 33.25 |
Descriptive statistics
| Standard deviation | 19.328545 |
|---|---|
| Coefficient of variation (CV) | 0.11068601 |
| Kurtosis | -0.79779103 |
| Mean | 174.625 |
| Median Absolute Deviation (MAD) | 16.5 |
| Skewness | 0.11506798 |
| Sum | 25146 |
| Variance | 373.59266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 185 | 10 | 6.9% |
| 194 | 8 | 5.6% |
| 178 | 6 | 4.2% |
| 162 | 6 | 4.2% |
| 153 | 6 | 4.2% |
| 197 | 5 | 3.5% |
| 196 | 5 | 3.5% |
| 155 | 5 | 3.5% |
| 199 | 4 | 2.8% |
| 156 | 4 | 2.8% |
| Other values (52) | 85 |
| Value | Count | Frequency (%) |
| 131 | 1 | |
| 133 | 1 | |
| 138 | 1 | |
| 141 | 1 | |
| 144 | 1 | |
| 145 | 1 | |
| 146 | 1 | |
| 148 | 2 | |
| 149 | 1 | |
| 150 | 2 |
| Value | Count | Frequency (%) |
| 217 | 2 | |
| 215 | 1 | 0.7% |
| 214 | 1 | 0.7% |
| 213 | 1 | 0.7% |
| 210 | 1 | 0.7% |
| 209 | 1 | 0.7% |
| 203 | 1 | 0.7% |
| 201 | 2 | |
| 199 | 4 | |
| 198 | 2 |
complex_area
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 KiB |
| 0.0 | |
|---|---|
| 100000.0 | 5 |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.1736111 |
| Min length | 3 |
Characters and Unicode
| Total characters | 457 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 139 | |
| 100000.0 | 5 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 139 | |
| 100000.0 | 5 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 308 | |
| . | 144 | |
| 1 | 5 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 313 | |
| Other Punctuation | 144 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 308 | |
| 1 | 5 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 457 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 308 | |
| . | 144 | |
| 1 | 5 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 457 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 308 | |
| . | 144 | |
| 1 | 5 | 1.1% |
annual_household_income
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 587.08333 |
| Minimum | 512 |
|---|---|
| Maximum | 691 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 512 |
|---|---|
| 5-th percentile | 512 |
| Q1 | 534.5 |
| median | 577.5 |
| Q3 | 646 |
| 95-th percentile | 691 |
| Maximum | 691 |
| Range | 179 |
| Interquartile range (IQR) | 111.5 |
Descriptive statistics
| Standard deviation | 61.868064 |
|---|---|
| Coefficient of variation (CV) | 0.10538208 |
| Kurtosis | -1.29905 |
| Mean | 587.08333 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 0.43879573 |
| Sum | 84540 |
| Variance | 3827.6573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 670 | 24 | |
| 581 | 12 | |
| 512 | 12 | |
| 546 | 12 | |
| 579 | 12 | |
| 530 | 12 | |
| 516 | 12 | |
| 536 | 12 | |
| 576 | 12 | |
| 638 | 12 |
| Value | Count | Frequency (%) |
| 512 | 12 | |
| 516 | 12 | |
| 530 | 12 | |
| 536 | 12 | |
| 546 | 12 | |
| 576 | 12 | |
| 579 | 12 | |
| 581 | 12 | |
| 638 | 12 | |
| 670 | 24 |
| Value | Count | Frequency (%) |
| 691 | 12 | |
| 670 | 24 | |
| 638 | 12 | |
| 581 | 12 | |
| 579 | 12 | |
| 576 | 12 | |
| 546 | 12 | |
| 536 | 12 | |
| 530 | 12 | |
| 516 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12859.833 |
| Minimum | 9408 |
|---|---|
| Maximum | 14179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 9408 |
|---|---|
| 5-th percentile | 9408 |
| Q1 | 12565 |
| median | 13378 |
| Q3 | 13817.25 |
| 95-th percentile | 14179 |
| Maximum | 14179 |
| Range | 4771 |
| Interquartile range (IQR) | 1252.25 |
Descriptive statistics
| Standard deviation | 1359.7388 |
|---|---|
| Coefficient of variation (CV) | 0.10573533 |
| Kurtosis | 1.199877 |
| Mean | 12859.833 |
| Median Absolute Deviation (MAD) | 503 |
| Skewness | -1.4973094 |
| Sum | 1851816 |
| Variance | 1848889.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 13401 | 12 | |
| 14179 | 12 | |
| 13797 | 12 | |
| 13878 | 12 | |
| 13884 | 12 | |
| 13496 | 12 | |
| 13355 | 12 | |
| 13000 | 12 | |
| 12566 | 12 | |
| 12562 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 9408 | 12 | |
| 10792 | 12 | |
| 12562 | 12 | |
| 12566 | 12 | |
| 13000 | 12 | |
| 13355 | 12 | |
| 13401 | 12 | |
| 13496 | 12 | |
| 13797 | 12 | |
| 13878 | 12 |
| Value | Count | Frequency (%) |
| 14179 | 12 | |
| 13884 | 12 | |
| 13878 | 12 | |
| 13797 | 12 | |
| 13496 | 12 | |
| 13401 | 12 | |
| 13355 | 12 | |
| 13000 | 12 | |
| 12566 | 12 | |
| 12562 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90861401 |
| Minimum | 0.8366213 |
|---|---|
| Maximum | 1.0127378 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.8366213 |
|---|---|
| 5-th percentile | 0.8366213 |
| Q1 | 0.87646955 |
| median | 0.91548046 |
| Q3 | 0.9284113 |
| 95-th percentile | 1.0127378 |
| Maximum | 1.0127378 |
| Range | 0.17611653 |
| Interquartile range (IQR) | 0.051941752 |
Descriptive statistics
| Standard deviation | 0.04763029 |
|---|---|
| Coefficient of variation (CV) | 0.052420819 |
| Kurtosis | -0.14637213 |
| Mean | 0.90861401 |
| Median Absolute Deviation (MAD) | 0.034784494 |
| Skewness | 0.44312892 |
| Sum | 130.84042 |
| Variance | 0.0022686446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.836621301 | 12 | |
| 0.9150693772 | 12 | |
| 0.8782304265 | 12 | |
| 0.883161512 | 12 | |
| 0.9158915496 | 12 | |
| 0.9241936588 | 12 | |
| 0.9259516051 | 12 | |
| 0.935790383 | 12 | |
| 0.8711869107 | 12 | |
| 1.012737827 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.836621301 | 12 | |
| 0.8449034576 | 12 | |
| 0.8711869107 | 12 | |
| 0.8782304265 | 12 | |
| 0.883161512 | 12 | |
| 0.9150693772 | 12 | |
| 0.9158915496 | 12 | |
| 0.9241936588 | 12 | |
| 0.9259516051 | 12 | |
| 0.935790383 | 12 |
| Value | Count | Frequency (%) |
| 1.012737827 | 12 | |
| 0.9596300907 | 12 | |
| 0.935790383 | 12 | |
| 0.9259516051 | 12 | |
| 0.9241936588 | 12 | |
| 0.9158915496 | 12 | |
| 0.9150693772 | 12 | |
| 0.883161512 | 12 | |
| 0.8782304265 | 12 | |
| 0.8711869107 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5680171 × 108 |
| Minimum | 1.0437156 × 108 |
|---|---|
| Maximum | 2.1831666 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0437156 × 108 |
|---|---|
| 5-th percentile | 1.0437156 × 108 |
| Q1 | 1.2452801 × 108 |
| median | 1.4548507 × 108 |
| Q3 | 1.968638 × 108 |
| 95-th percentile | 2.1831666 × 108 |
| Maximum | 2.1831666 × 108 |
| Range | 1.1394511 × 108 |
| Interquartile range (IQR) | 72335795 |
Descriptive statistics
| Standard deviation | 40434734 |
|---|---|
| Coefficient of variation (CV) | 0.25787177 |
| Kurtosis | -1.351245 |
| Mean | 1.5680171 × 108 |
| Median Absolute Deviation (MAD) | 32422368 |
| Skewness | 0.37133344 |
| Sum | 2.2579446 × 1010 |
| Variance | 1.6349677 × 1015 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 104371555 | 12 | |
| 110568031 | 12 | |
| 115557367 | 12 | |
| 127518223 | 12 | |
| 137282705 | 12 | |
| 144243013 | 12 | |
| 146727122 | 12 | |
| 158512126 | 12 | |
| 193110349 | 12 | |
| 208124170 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 104371555 | 12 | |
| 110568031 | 12 | |
| 115557367 | 12 | |
| 127518223 | 12 | |
| 137282705 | 12 | |
| 144243013 | 12 | |
| 146727122 | 12 | |
| 158512126 | 12 | |
| 193110349 | 12 | |
| 208124170 | 12 |
| Value | Count | Frequency (%) |
| 218316665 | 12 | |
| 217289193 | 12 | |
| 208124170 | 12 | |
| 193110349 | 12 | |
| 158512126 | 12 | |
| 146727122 | 12 | |
| 144243013 | 12 | |
| 137282705 | 12 | |
| 127518223 | 12 | |
| 115557367 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.26008333 |
| Minimum | 0.191 |
|---|---|
| Maximum | 0.304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.191 |
|---|---|
| 5-th percentile | 0.191 |
| Q1 | 0.227 |
| median | 0.2655 |
| Q3 | 0.2915 |
| 95-th percentile | 0.304 |
| Maximum | 0.304 |
| Range | 0.113 |
| Interquartile range (IQR) | 0.0645 |
Descriptive statistics
| Standard deviation | 0.034707469 |
|---|---|
| Coefficient of variation (CV) | 0.13344749 |
| Kurtosis | -0.90896959 |
| Mean | 0.26008333 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -0.52109127 |
| Sum | 37.452 |
| Variance | 0.0012046084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.227 | 24 | |
| 0.191 | 12 | |
| 0.22 | 12 | |
| 0.261 | 12 | |
| 0.278 | 12 | |
| 0.266 | 12 | |
| 0.265 | 12 | |
| 0.291 | 12 | |
| 0.298 | 12 | |
| 0.304 | 12 |
| Value | Count | Frequency (%) |
| 0.191 | 12 | |
| 0.22 | 12 | |
| 0.227 | 24 | |
| 0.261 | 12 | |
| 0.265 | 12 | |
| 0.266 | 12 | |
| 0.278 | 12 | |
| 0.291 | 12 | |
| 0.293 | 12 | |
| 0.298 | 12 |
| Value | Count | Frequency (%) |
| 0.304 | 12 | |
| 0.298 | 12 | |
| 0.293 | 12 | |
| 0.291 | 12 | |
| 0.278 | 12 | |
| 0.266 | 12 | |
| 0.265 | 12 | |
| 0.261 | 12 | |
| 0.227 | 24 | |
| 0.22 | 12 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136907.33 |
| Minimum | 99001 |
|---|---|
| Maximum | 173831 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 99001 |
|---|---|
| 5-th percentile | 103343.05 |
| Q1 | 115658.5 |
| median | 138847 |
| Q3 | 156497.75 |
| 95-th percentile | 170762.3 |
| Maximum | 173831 |
| Range | 74830 |
| Interquartile range (IQR) | 40839.25 |
Descriptive statistics
| Standard deviation | 22579.385 |
|---|---|
| Coefficient of variation (CV) | 0.16492458 |
| Kurtosis | -1.2958619 |
| Mean | 136907.33 |
| Median Absolute Deviation (MAD) | 19731 |
| Skewness | -0.041142408 |
| Sum | 19714656 |
| Variance | 5.0982862 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99001 | 1 | 0.7% |
| 99893 | 1 | 0.7% |
| 149104 | 1 | 0.7% |
| 149227 | 1 | 0.7% |
| 150043 | 1 | 0.7% |
| 150264 | 1 | 0.7% |
| 149705 | 1 | 0.7% |
| 150825 | 1 | 0.7% |
| 151472 | 1 | 0.7% |
| 152681 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 99001 | 1 | |
| 99678 | 1 | |
| 99893 | 1 | |
| 101594 | 1 | |
| 102073 | 1 | |
| 102458 | 1 | |
| 102895 | 1 | |
| 103279 | 1 | |
| 103706 | 1 | |
| 103738 | 1 |
| Value | Count | Frequency (%) |
| 173831 | 1 | |
| 173486 | 1 | |
| 173384 | 1 | |
| 172771 | 1 | |
| 171873 | 1 | |
| 171845 | 1 | |
| 171076 | 1 | |
| 170783 | 1 | |
| 170645 | 1 | |
| 170514 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13411427 |
| Minimum | 0.1053766 |
|---|---|
| Maximum | 0.16099607 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.1053766 |
|---|---|
| 5-th percentile | 0.1095024 |
| Q1 | 0.11948189 |
| median | 0.13549718 |
| Q3 | 0.1499272 |
| 95-th percentile | 0.15846904 |
| Maximum | 0.16099607 |
| Range | 0.055619471 |
| Interquartile range (IQR) | 0.030445309 |
Descriptive statistics
| Standard deviation | 0.016443651 |
|---|---|
| Coefficient of variation (CV) | 0.12260926 |
| Kurtosis | -1.2879302 |
| Mean | 0.13411427 |
| Median Absolute Deviation (MAD) | 0.014929848 |
| Skewness | -0.077814725 |
| Sum | 19.312455 |
| Variance | 0.00027039367 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1053766005 | 1 | 0.7% |
| 0.1061969576 | 1 | 0.7% |
| 0.1431766307 | 1 | 0.7% |
| 0.1432525108 | 1 | 0.7% |
| 0.1439862197 | 1 | 0.7% |
| 0.1442096464 | 1 | 0.7% |
| 0.1437264124 | 1 | 0.7% |
| 0.1448249042 | 1 | 0.7% |
| 0.1454433722 | 1 | 0.7% |
| 0.1465618943 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.1053766005 | 1 | |
| 0.1059297627 | 1 | |
| 0.1061969576 | 1 | |
| 0.1078793761 | 1 | |
| 0.1083895069 | 1 | |
| 0.1084029927 | 1 | |
| 0.1087807737 | 1 | |
| 0.1094843134 | 1 | |
| 0.1096049179 | 1 | |
| 0.1096421071 | 1 |
| Value | Count | Frequency (%) |
| 0.1609960712 | 1 | |
| 0.1606369742 | 1 | |
| 0.1605994964 | 1 | |
| 0.15985666 | 1 | |
| 0.1589878312 | 1 | |
| 0.158983843 | 1 | |
| 0.1586371084 | 1 | |
| 0.1584936808 | 1 | |
| 0.1583293769 | 1 | |
| 0.1582908723 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.974306 |
| Minimum | -7.2 |
|---|---|
| Maximum | 28.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 23 |
| Negative (%) | 16.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | -2.74 |
| Q1 | 3.375 |
| median | 14.15 |
| Q3 | 22.6 |
| 95-th percentile | 26.84 |
| Maximum | 28.8 |
| Range | 36 |
| Interquartile range (IQR) | 19.225 |
Descriptive statistics
| Standard deviation | 10.269009 |
|---|---|
| Coefficient of variation (CV) | 0.79148817 |
| Kurtosis | -1.3458001 |
| Mean | 12.974306 |
| Median Absolute Deviation (MAD) | 8.95 |
| Skewness | -0.16407331 |
| Sum | 1868.3 |
| Variance | 105.45255 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.8 | 3 | 2.1% |
| 21.8 | 3 | 2.1% |
| -0.9 | 3 | 2.1% |
| 23.1 | 3 | 2.1% |
| 25.9 | 3 | 2.1% |
| 14.2 | 2 | 1.4% |
| 1.4 | 2 | 1.4% |
| 24.1 | 2 | 1.4% |
| 22.1 | 2 | 1.4% |
| 15.6 | 2 | 1.4% |
| Other values (105) | 119 |
| Value | Count | Frequency (%) |
| -7.2 | 1 | |
| -4.5 | 1 | |
| -4.1 | 1 | |
| -4 | 1 | |
| -3.4 | 1 | |
| -3.2 | 1 | |
| -2.9 | 1 | |
| -2.8 | 1 | |
| -2.4 | 1 | |
| -2 | 1 |
| Value | Count | Frequency (%) |
| 28.8 | 1 | |
| 28.1 | 1 | |
| 28 | 1 | |
| 27.8 | 1 | |
| 27.7 | 1 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 26.9 | 1 | |
| 26.5 | 2 | |
| 26.3 | 1 |
Monthly_Rainfall
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.91528 |
| Minimum | 0 |
|---|---|
| Maximum | 1131 |
| Zeros | 2 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.115 |
| Q1 | 25.375 |
| median | 60.8 |
| Q3 | 130.475 |
| 95-th percentile | 442.24 |
| Maximum | 1131 |
| Range | 1131 |
| Interquartile range (IQR) | 105.1 |
Descriptive statistics
| Standard deviation | 159.6245 |
|---|---|
| Coefficient of variation (CV) | 1.439157 |
| Kurtosis | 14.428819 |
| Mean | 110.91528 |
| Median Absolute Deviation (MAD) | 44.25 |
| Skewness | 3.3877616 |
| Sum | 15971.8 |
| Variance | 25479.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.1 | 2 | 1.4% |
| 104.6 | 2 | 1.4% |
| 0 | 2 | 1.4% |
| 7.9 | 2 | 1.4% |
| 25.6 | 2 | 1.4% |
| 7.1 | 2 | 1.4% |
| 16.1 | 2 | 1.4% |
| 29.3 | 1 | 0.7% |
| 26.5 | 1 | 0.7% |
| 40.7 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.8 | 1 | |
| 1 | 1 | |
| 4.6 | 1 | |
| 6.7 | 1 | |
| 7.1 | 2 | |
| 7.2 | 1 | |
| 7.9 | 2 | |
| 8.2 | 1 | |
| 8.5 | 1 |
| Value | Count | Frequency (%) |
| 1131 | 1 | |
| 676.2 | 1 | |
| 675.7 | 1 | |
| 671.5 | 1 | |
| 621 | 1 | |
| 598.7 | 1 | |
| 464.9 | 1 | |
| 448.9 | 1 | |
| 404.5 | 1 | |
| 358.2 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60208333 |
| Minimum | 0.43 |
|---|---|
| Maximum | 0.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.43 |
|---|---|
| 5-th percentile | 0.4715 |
| Q1 | 0.54 |
| median | 0.59 |
| Q3 | 0.65 |
| 95-th percentile | 0.74 |
| Maximum | 0.85 |
| Range | 0.42 |
| Interquartile range (IQR) | 0.11 |
Descriptive statistics
| Standard deviation | 0.084868265 |
|---|---|
| Coefficient of variation (CV) | 0.14095767 |
| Kurtosis | -0.24595549 |
| Mean | 0.60208333 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 0.45355222 |
| Sum | 86.7 |
| Variance | 0.0072026224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0.54 | 10 | 6.9% |
| 0.56 | 10 | 6.9% |
| 0.58 | 9 | 6.2% |
| 0.61 | 8 | 5.6% |
| 0.59 | 8 | 5.6% |
| 0.55 | 7 | 4.9% |
| 0.74 | 6 | 4.2% |
| 0.63 | 6 | 4.2% |
| 0.6 | 6 | 4.2% |
| 0.57 | 6 | 4.2% |
| Other values (24) | 68 |
| Value | Count | Frequency (%) |
| 0.43 | 1 | 0.7% |
| 0.45 | 2 | 1.4% |
| 0.46 | 3 | |
| 0.47 | 2 | 1.4% |
| 0.48 | 3 | |
| 0.49 | 2 | 1.4% |
| 0.5 | 2 | 1.4% |
| 0.51 | 5 | |
| 0.52 | 5 | |
| 0.53 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 0.85 | 1 | 0.7% |
| 0.79 | 2 | 1.4% |
| 0.78 | 1 | 0.7% |
| 0.77 | 3 | |
| 0.74 | 6 | |
| 0.73 | 3 | |
| 0.72 | 1 | 0.7% |
| 0.71 | 5 | |
| 0.7 | 2 | 1.4% |
| 0.69 | 4 |
Ground_Temp
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.661111 |
| Minimum | -4.7 |
|---|---|
| Maximum | 31.9 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 19 |
| Negative (%) | 13.2% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -4.7 |
|---|---|
| 5-th percentile | -1.385 |
| Q1 | 4.525 |
| median | 15.8 |
| Q3 | 25.125 |
| 95-th percentile | 28.87 |
| Maximum | 31.9 |
| Range | 36.6 |
| Interquartile range (IQR) | 20.6 |
Descriptive statistics
| Standard deviation | 11.070285 |
|---|---|
| Coefficient of variation (CV) | 0.75507816 |
| Kurtosis | -1.4584085 |
| Mean | 14.661111 |
| Median Absolute Deviation (MAD) | 10.05 |
| Skewness | -0.12499414 |
| Sum | 2111.2 |
| Variance | 122.5512 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.3 | 4 | 2.8% |
| 28.2 | 3 | 2.1% |
| 1.6 | 3 | 2.1% |
| -0.4 | 3 | 2.1% |
| 1 | 2 | 1.4% |
| 8.1 | 2 | 1.4% |
| -0.7 | 2 | 1.4% |
| 29.7 | 2 | 1.4% |
| 25.1 | 2 | 1.4% |
| 26.5 | 2 | 1.4% |
| Other values (108) | 119 |
| Value | Count | Frequency (%) |
| -4.7 | 1 | |
| -2.8 | 1 | |
| -2.3 | 1 | |
| -2 | 2 | |
| -1.9 | 1 | |
| -1.5 | 1 | |
| -1.4 | 1 | |
| -1.3 | 1 | |
| -1.2 | 1 | |
| -1.1 | 1 |
| Value | Count | Frequency (%) |
| 31.9 | 1 | |
| 31.8 | 1 | |
| 31.3 | 1 | |
| 29.7 | 2 | |
| 29.5 | 1 | |
| 29.2 | 1 | |
| 28.9 | 1 | |
| 28.7 | 1 | |
| 28.6 | 1 | |
| 28.4 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4111111 |
| Minimum | 1.4 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.4 |
|---|---|
| 5-th percentile | 1.7 |
| Q1 | 2.1 |
| median | 2.4 |
| Q3 | 2.7 |
| 95-th percentile | 3.1 |
| Maximum | 3.5 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.42444717 |
|---|---|
| Coefficient of variation (CV) | 0.176038 |
| Kurtosis | -0.033290115 |
| Mean | 2.4111111 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.18502206 |
| Sum | 347.2 |
| Variance | 0.1801554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2.4 | 20 | |
| 2.1 | 17 | |
| 2.3 | 14 | |
| 2.2 | 11 | 7.6% |
| 2.5 | 10 | 6.9% |
| 2.8 | 10 | 6.9% |
| 2.7 | 9 | 6.2% |
| 2.6 | 8 | 5.6% |
| 2.9 | 7 | 4.9% |
| 3 | 6 | 4.2% |
| Other values (11) | 32 |
| Value | Count | Frequency (%) |
| 1.4 | 1 | 0.7% |
| 1.5 | 2 | 1.4% |
| 1.6 | 2 | 1.4% |
| 1.7 | 4 | 2.8% |
| 1.8 | 5 | 3.5% |
| 1.9 | 4 | 2.8% |
| 2 | 5 | 3.5% |
| 2.1 | 17 | |
| 2.2 | 11 | |
| 2.3 | 14 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.7% |
| 3.4 | 4 | 2.8% |
| 3.2 | 2 | 1.4% |
| 3.1 | 2 | 1.4% |
| 3 | 6 | |
| 2.9 | 7 | |
| 2.8 | 10 | |
| 2.7 | 9 | |
| 2.6 | 8 | |
| 2.5 | 10 |
Average_Pressure
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1006.0812 |
| Minimum | 995.3 |
|---|---|
| Maximum | 1016.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 995.3 |
|---|---|
| 5-th percentile | 996.715 |
| Q1 | 999.475 |
| median | 1007.1 |
| Q3 | 1012.225 |
| 95-th percentile | 1015.07 |
| Maximum | 1016.8 |
| Range | 21.5 |
| Interquartile range (IQR) | 12.75 |
Descriptive statistics
| Standard deviation | 6.5182795 |
|---|---|
| Coefficient of variation (CV) | 0.0064788798 |
| Kurtosis | -1.4232997 |
| Mean | 1006.0812 |
| Median Absolute Deviation (MAD) | 5.85 |
| Skewness | -0.0990811 |
| Sum | 144875.7 |
| Variance | 42.487968 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1010.7 | 6 | 4.2% |
| 998.6 | 4 | 2.8% |
| 1003.3 | 3 | 2.1% |
| 996.9 | 3 | 2.1% |
| 997.7 | 3 | 2.1% |
| 996 | 3 | 2.1% |
| 1009.1 | 2 | 1.4% |
| 1002.6 | 2 | 1.4% |
| 998.9 | 2 | 1.4% |
| 996.8 | 2 | 1.4% |
| Other values (95) | 114 |
| Value | Count | Frequency (%) |
| 995.3 | 1 | 0.7% |
| 996 | 3 | |
| 996.2 | 2 | |
| 996.4 | 1 | 0.7% |
| 996.7 | 1 | 0.7% |
| 996.8 | 2 | |
| 996.9 | 3 | |
| 997.2 | 2 | |
| 997.3 | 1 | 0.7% |
| 997.4 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1016.8 | 1 | |
| 1016.7 | 1 | |
| 1016.1 | 1 | |
| 1015.9 | 1 | |
| 1015.4 | 1 | |
| 1015.3 | 1 | |
| 1015.1 | 2 | |
| 1014.9 | 1 | |
| 1014.8 | 1 | |
| 1014.7 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | complex_area | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.820 | 0.816 | -0.783 | 0.818 | 0.820 | -0.825 | 0.822 | 0.053 | 0.823 | 0.589 | 0.614 | -0.737 | 0.272 | 0.810 | 0.771 | 0.824 | 0.829 | 0.508 | 0.368 | 0.394 | 0.498 | -0.590 | -0.408 | 0.322 |
| Total_Population | 0.820 | 1.000 | 0.998 | -0.962 | 0.999 | 1.000 | -0.994 | 0.998 | 0.229 | 0.992 | 0.625 | 0.656 | -0.862 | 0.394 | 0.995 | 0.933 | 0.996 | 0.994 | 0.073 | 0.034 | 0.095 | 0.064 | -0.556 | 0.024 | 0.343 |
| Households | 0.816 | 0.998 | 1.000 | -0.965 | 0.996 | 0.998 | -0.995 | 0.999 | 0.230 | 0.993 | 0.625 | 0.655 | -0.860 | 0.393 | 0.995 | 0.937 | 0.998 | 0.996 | 0.066 | 0.028 | 0.096 | 0.057 | -0.565 | 0.033 | 0.522 |
| Population_per_Households | -0.783 | -0.962 | -0.965 | 1.000 | -0.960 | -0.962 | 0.949 | -0.964 | -0.232 | -0.958 | -0.665 | -0.624 | 0.856 | -0.377 | -0.959 | -0.926 | -0.962 | -0.959 | -0.039 | 0.015 | -0.083 | -0.028 | 0.565 | -0.053 | 0.743 |
| Male_Population | 0.818 | 0.999 | 0.996 | -0.960 | 1.000 | 0.998 | -0.992 | 0.996 | 0.226 | 0.991 | 0.626 | 0.651 | -0.861 | 0.404 | 0.994 | 0.929 | 0.995 | 0.992 | 0.076 | 0.034 | 0.095 | 0.068 | -0.549 | 0.021 | 0.343 |
| Female_Population | 0.820 | 1.000 | 0.998 | -0.962 | 0.998 | 1.000 | -0.995 | 0.998 | 0.229 | 0.992 | 0.626 | 0.657 | -0.863 | 0.391 | 0.996 | 0.934 | 0.997 | 0.995 | 0.074 | 0.034 | 0.093 | 0.065 | -0.557 | 0.023 | 0.357 |
| Male_Female_Ratio | -0.825 | -0.994 | -0.995 | 0.949 | -0.992 | -0.995 | 1.000 | -0.995 | -0.230 | -0.990 | -0.633 | -0.678 | 0.875 | -0.373 | -0.992 | -0.927 | -0.995 | -0.994 | -0.086 | -0.054 | -0.122 | -0.076 | 0.575 | -0.015 | 0.498 |
| Population_aging_Ratio | 0.822 | 0.998 | 0.999 | -0.964 | 0.996 | 0.998 | -0.995 | 1.000 | 0.226 | 0.993 | 0.629 | 0.662 | -0.866 | 0.388 | 0.996 | 0.935 | 0.999 | 0.997 | 0.075 | 0.032 | 0.099 | 0.066 | -0.562 | 0.023 | 0.693 |
| Power_usage | 0.053 | 0.229 | 0.230 | -0.232 | 0.226 | 0.229 | -0.230 | 0.226 | 1.000 | 0.209 | 0.098 | 0.202 | -0.246 | 0.034 | 0.256 | 0.224 | 0.214 | 0.208 | -0.422 | -0.262 | -0.167 | -0.445 | -0.067 | 0.431 | 0.098 |
| Num_of_Business | 0.823 | 0.992 | 0.993 | -0.958 | 0.991 | 0.992 | -0.990 | 0.993 | 0.209 | 1.000 | 0.641 | 0.661 | -0.861 | 0.398 | 0.988 | 0.927 | 0.993 | 0.993 | 0.085 | 0.043 | 0.113 | 0.078 | -0.567 | 0.014 | 0.693 |
| Business_above_100 | 0.589 | 0.625 | 0.625 | -0.665 | 0.626 | 0.626 | -0.633 | 0.629 | 0.098 | 0.641 | 1.000 | 0.648 | -0.757 | 0.059 | 0.621 | 0.475 | 0.630 | 0.634 | 0.100 | 0.123 | 0.127 | 0.092 | -0.584 | -0.032 | 0.314 |
| annual_household_income | 0.614 | 0.656 | 0.655 | -0.624 | 0.651 | 0.657 | -0.678 | 0.662 | 0.202 | 0.661 | 0.648 | 1.000 | -0.844 | -0.088 | 0.662 | 0.537 | 0.658 | 0.659 | 0.021 | 0.112 | 0.110 | -0.000 | -0.455 | 0.000 | 0.603 |
| High_School_Graduate_num | -0.737 | -0.862 | -0.860 | 0.856 | -0.861 | -0.863 | 0.875 | -0.866 | -0.246 | -0.861 | -0.757 | -0.844 | 1.000 | -0.175 | -0.867 | -0.778 | -0.863 | -0.862 | -0.040 | -0.071 | -0.079 | -0.028 | 0.575 | -0.019 | 0.603 |
| High_School_Graduate_ratio | 0.272 | 0.394 | 0.393 | -0.377 | 0.404 | 0.391 | -0.373 | 0.388 | 0.034 | 0.398 | 0.059 | -0.088 | -0.175 | 1.000 | 0.392 | 0.515 | 0.397 | 0.400 | 0.029 | -0.130 | -0.126 | 0.048 | -0.185 | 0.017 | 0.373 |
| personal_expense | 0.810 | 0.995 | 0.995 | -0.959 | 0.994 | 0.996 | -0.992 | 0.996 | 0.256 | 0.988 | 0.621 | 0.662 | -0.867 | 0.392 | 1.000 | 0.939 | 0.993 | 0.991 | 0.052 | 0.019 | 0.063 | 0.047 | -0.539 | 0.029 | 0.271 |
| benefits_vs_personal_expense | 0.771 | 0.933 | 0.937 | -0.926 | 0.929 | 0.934 | -0.927 | 0.935 | 0.224 | 0.927 | 0.475 | 0.537 | -0.778 | 0.515 | 0.939 | 1.000 | 0.936 | 0.935 | 0.053 | 0.009 | 0.054 | 0.049 | -0.506 | 0.032 | 0.258 |
| employment_ratio | 0.824 | 0.996 | 0.998 | -0.962 | 0.995 | 0.997 | -0.995 | 0.999 | 0.214 | 0.993 | 0.630 | 0.658 | -0.863 | 0.397 | 0.993 | 0.936 | 1.000 | 0.999 | 0.084 | 0.045 | 0.110 | 0.074 | -0.566 | 0.019 | 0.455 |
| employment_insurance_ratio | 0.829 | 0.994 | 0.996 | -0.959 | 0.992 | 0.995 | -0.994 | 0.997 | 0.208 | 0.993 | 0.634 | 0.659 | -0.862 | 0.400 | 0.991 | 0.935 | 0.999 | 1.000 | 0.096 | 0.054 | 0.120 | 0.085 | -0.574 | 0.010 | 0.522 |
| Average_Temp | 0.508 | 0.073 | 0.066 | -0.039 | 0.076 | 0.074 | -0.086 | 0.075 | -0.422 | 0.085 | 0.100 | 0.021 | -0.040 | 0.029 | 0.052 | 0.053 | 0.084 | 0.096 | 1.000 | 0.732 | 0.685 | 0.991 | -0.191 | -0.909 | 0.000 |
| Monthly_Rainfall | 0.368 | 0.034 | 0.028 | 0.015 | 0.034 | 0.034 | -0.054 | 0.032 | -0.262 | 0.043 | 0.123 | 0.112 | -0.071 | -0.130 | 0.019 | 0.009 | 0.045 | 0.054 | 0.732 | 1.000 | 0.716 | 0.703 | -0.109 | -0.707 | 0.000 |
| Average_Relative_Humadity | 0.394 | 0.095 | 0.096 | -0.083 | 0.095 | 0.093 | -0.122 | 0.099 | -0.167 | 0.113 | 0.127 | 0.110 | -0.079 | -0.126 | 0.063 | 0.054 | 0.110 | 0.120 | 0.685 | 0.716 | 1.000 | 0.637 | -0.210 | -0.563 | 0.128 |
| Ground_Temp | 0.498 | 0.064 | 0.057 | -0.028 | 0.068 | 0.065 | -0.076 | 0.066 | -0.445 | 0.078 | 0.092 | -0.000 | -0.028 | 0.048 | 0.047 | 0.049 | 0.074 | 0.085 | 0.991 | 0.703 | 0.637 | 1.000 | -0.167 | -0.922 | 0.000 |
| Average_Wind | -0.590 | -0.556 | -0.565 | 0.565 | -0.549 | -0.557 | 0.575 | -0.562 | -0.067 | -0.567 | -0.584 | -0.455 | 0.575 | -0.185 | -0.539 | -0.506 | -0.566 | -0.574 | -0.191 | -0.109 | -0.210 | -0.167 | 1.000 | 0.001 | 0.000 |
| Average_Pressure | -0.408 | 0.024 | 0.033 | -0.053 | 0.021 | 0.023 | -0.015 | 0.023 | 0.431 | 0.014 | -0.032 | 0.000 | -0.019 | 0.017 | 0.029 | 0.032 | 0.019 | 0.010 | -0.909 | -0.707 | -0.563 | -0.922 | 0.001 | 1.000 | 0.000 |
| complex_area | 0.322 | 0.343 | 0.522 | 0.743 | 0.343 | 0.357 | 0.498 | 0.693 | 0.098 | 0.693 | 0.314 | 0.603 | 0.603 | 0.373 | 0.271 | 0.258 | 0.455 | 0.522 | 0.000 | 0.000 | 0.128 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 282265.709677 | 939497.0 | 353741.0 | 2.655889 | 463878.0 | 475619.0 | 0.975314 | 0.088 | 434436000.0 | 20326.0 | 169.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 99001.0 | 0.105377 | -4.5 | 29.3 | 0.65 | -1.2 | 2.3 | 1013.6 |
| 2010-02-01 | 273685.892857 | 940639.0 | 354266.0 | 2.655177 | 464518.0 | 476121.0 | 0.975630 | 0.088 | 418156000.0 | 20685.0 | 169.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 99893.0 | 0.106197 | 1.4 | 55.3 | 0.59 | 1.4 | 2.4 | 1010.7 |
| 2010-03-01 | 269918.193548 | 940982.0 | 354003.0 | 2.658119 | 464740.0 | 476242.0 | 0.975848 | 0.088 | 346653000.0 | 20809.0 | 166.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 99678.0 | 0.105930 | 4.3 | 82.5 | 0.59 | 5.0 | 2.9 | 1009.6 |
| 2010-04-01 | 274462.700000 | 941737.0 | 354192.0 | 2.658832 | 465148.0 | 476589.0 | 0.975994 | 0.088 | 356701000.0 | 21857.0 | 178.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 101594.0 | 0.107879 | 9.5 | 62.8 | 0.54 | 10.8 | 2.9 | 1007.4 |
| 2010-05-01 | 288537.806452 | 941724.0 | 354157.0 | 2.659058 | 465110.0 | 476614.0 | 0.975863 | 0.089 | 313793000.0 | 21739.0 | 177.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 102073.0 | 0.108390 | 17.2 | 124.0 | 0.62 | 18.7 | 2.6 | 1000.6 |
| 2010-06-01 | 310371.000000 | 941876.0 | 354240.0 | 2.658864 | 465232.0 | 476644.0 | 0.976058 | 0.089 | 315139000.0 | 22516.0 | 186.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 102458.0 | 0.108781 | 23.4 | 127.6 | 0.62 | 26.1 | 2.1 | 999.5 |
| 2010-07-01 | 315638.483871 | 941569.0 | 354182.0 | 2.658433 | 465001.0 | 476568.0 | 0.975729 | 0.089 | 340458000.0 | 21886.0 | 174.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 103738.0 | 0.110176 | 25.8 | 239.2 | 0.74 | 27.6 | 2.5 | 997.7 |
| 2010-08-01 | 314426.354839 | 940340.0 | 353953.0 | 2.656680 | 464468.0 | 475872.0 | 0.976036 | 0.089 | 376816000.0 | 22449.0 | 185.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 103706.0 | 0.110286 | 26.5 | 598.7 | 0.78 | 28.3 | 2.4 | 1000.3 |
| 2010-09-01 | 297330.533333 | 939815.0 | 353878.0 | 2.655760 | 464135.0 | 475680.0 | 0.975729 | 0.089 | 365968000.0 | 22789.0 | 195.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 102895.0 | 0.109484 | 21.8 | 671.5 | 0.72 | 23.7 | 2.3 | 1003.4 |
| 2010-10-01 | 287926.967742 | 947127.0 | 359412.0 | 2.635213 | 468171.0 | 478956.0 | 0.977482 | 0.090 | 309187000.0 | 23362.0 | 196.0 | 0.0 | 581.0 | 13401.0 | 0.836621 | 104371555.0 | 0.191 | 103845.0 | 0.109642 | 14.5 | 25.6 | 0.61 | 15.9 | 2.2 | 1008.9 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 330834.709677 | 1080845.0 | 451169.0 | 2.395654 | 529227.0 | 551618.0 | 0.959409 | 0.137 | 379488323.0 | 44746.0 | 197.0 | 0.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 168208.0 | 0.155626 | 9.0 | 110.9 | 0.63 | 9.7 | 2.4 | 1009.2 |
| 2021-04-01 | 335582.000000 | 1080736.0 | 451754.0 | 2.392311 | 529062.0 | 551674.0 | 0.959012 | 0.138 | 359888157.0 | 45178.0 | 196.0 | 0.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 169749.0 | 0.157068 | 14.2 | 124.1 | 0.54 | 15.7 | 2.6 | 1007.9 |
| 2021-05-01 | 337318.548387 | 1080656.0 | 452512.0 | 2.388127 | 529030.0 | 551626.0 | 0.959037 | 0.138 | 338334499.0 | 47172.0 | 199.0 | 0.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 170085.0 | 0.157391 | 17.1 | 183.1 | 0.68 | 18.8 | 2.4 | 998.9 |
| 2021-06-01 | 347483.333333 | 1080507.0 | 453155.0 | 2.384409 | 528924.0 | 551583.0 | 0.958920 | 0.139 | 360297709.0 | 48157.0 | 203.0 | 0.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 171076.0 | 0.158329 | 22.8 | 104.6 | 0.73 | 25.2 | 2.2 | 997.7 |
| 2021-07-01 | 360200.645161 | 1081045.0 | 454081.0 | 2.380732 | 529135.0 | 551910.0 | 0.958734 | 0.139 | 424095279.0 | 46218.0 | 194.0 | 0.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 171873.0 | 0.158988 | 28.1 | 168.3 | 0.71 | 29.7 | 2.0 | 998.1 |
| 2021-08-01 | 354382.451613 | 1080896.0 | 454793.0 | 2.376677 | 528972.0 | 551924.0 | 0.958415 | 0.140 | 487867544.0 | 46416.0 | 196.0 | 100000.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 171845.0 | 0.158984 | 25.9 | 211.2 | 0.74 | 28.2 | 2.1 | 998.6 |
| 2021-09-01 | 343537.800000 | 1080787.0 | 455501.0 | 2.372743 | 528911.0 | 551876.0 | 0.958387 | 0.141 | 401433572.0 | 45514.0 | 194.0 | 100000.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 172771.0 | 0.159857 | 22.6 | 131.0 | 0.71 | 24.6 | 2.3 | 1003.4 |
| 2021-10-01 | 340126.806452 | 1080240.0 | 455845.0 | 2.369753 | 528683.0 | 551557.0 | 0.958528 | 0.142 | 358286760.0 | 45839.0 | 196.0 | 100000.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 173486.0 | 0.160599 | 15.6 | 57.0 | 0.70 | 16.7 | 2.1 | 1011.0 |
| 2021-11-01 | 335109.300000 | 1079722.0 | 456376.0 | 2.365861 | 528390.0 | 551332.0 | 0.958388 | 0.142 | 372991744.0 | 46076.0 | 197.0 | 100000.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 173831.0 | 0.160996 | 8.2 | 62.4 | 0.68 | 7.9 | 2.1 | 1009.1 |
| 2021-12-01 | 333891.967742 | 1079353.0 | 456852.0 | 2.362588 | 528094.0 | 551259.0 | 0.957978 | 0.143 | 444563909.0 | 45904.0 | 201.0 | 100000.0 | 691.0 | 9408.0 | 0.844903 | 218316665.0 | 0.293 | 173384.0 | 0.160637 | 0.6 | 7.9 | 0.62 | 0.8 | 2.3 | 1014.4 |